org.nd4j.linalg.api.ops.impl.shape.bp.SliceBp Maven / Gradle / Ivy
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* Copyright (c) 2015-2018 Skymind, Inc.
*
* This program and the accompanying materials are made available under the
* terms of the Apache License, Version 2.0 which is available at
* https://www.apache.org/licenses/LICENSE-2.0.
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* under the License.
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* SPDX-License-Identifier: Apache-2.0
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package org.nd4j.linalg.api.ops.impl.shape.bp;
import lombok.NonNull;
import lombok.extern.slf4j.Slf4j;
import lombok.val;
import org.nd4j.autodiff.samediff.SDVariable;
import org.nd4j.autodiff.samediff.SameDiff;
import org.nd4j.base.Preconditions;
import org.nd4j.imports.NoOpNameFoundException;
import org.nd4j.imports.descriptors.properties.PropertyMapping;
import org.nd4j.imports.graphmapper.tf.TFGraphMapper;
import org.nd4j.linalg.api.buffer.DataType;
import org.nd4j.linalg.api.ops.DynamicCustomOp;
import org.nd4j.linalg.exception.ND4JIllegalStateException;
import org.tensorflow.framework.AttrValue;
import org.tensorflow.framework.GraphDef;
import org.tensorflow.framework.NodeDef;
import java.util.Collections;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
/**
* Slice backprop function
*
* @author Alex Black
*/
@Slf4j
public class SliceBp extends DynamicCustomOp {
private int[] begin;
private int[] size;
public SliceBp() {}
public SliceBp(SameDiff sameDiff, @NonNull SDVariable input, @NonNull SDVariable gradient, @NonNull int[] begin, @NonNull int[] size){
super(null, sameDiff, new SDVariable[]{input, gradient});
this.begin = begin;
this.size = size;
addIArgument(begin);
addIArgument(size);
}
@Override
public String opName() {
return "slice_bp";
}
@Override
public void assertValidForExecution() {
if (numInputArguments() != 2 && numInputArguments() != 4) {
throw new ND4JIllegalStateException("Num input arguments must be 2 or 4.");
}
}
@Override
public List doDiff(List i_v) {
throw new UnsupportedOperationException("Differentiation not supported for backprop op: " + getClass().getSimpleName());
}
@Override
public List calculateOutputDataTypes(List dataTypes){
Preconditions.checkState(dataTypes.size() == 2, "Expected list with exactly 2 datatypes for %s, got %s", getClass(), dataTypes);
//Output type is same as (original) input type
return Collections.singletonList(arg().dataType());
}
}